# Multi-hop on Musique (test)

Source: [Multi-hop on Musique (test)](<https://www.sota2.com/research/sota/multi-hop-on-musique-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:54:19.816Z

Evaluation of model efficiency, specifically measuring token usage during the optimization phase, on the test split of the Musique dataset for multi-hop reasoning tasks.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multi-hop |
| Dataset (including any stated split) | Musique (test) |
| Metric | Optimization Token Usage (k) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Optimization Token Usage (k)](<https://www.sota2.com/research/sota/multi-hop-on-musique-test.md?metric=Optimization%20Token%20Usage%20(k)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Optimization Token Usage (k) | Result date | Report paper |
| --- | --- | --- | --- |
| ETGPO | 3063 | Not recorded | 6981812ea8b01e76cc8e2315 |
| GEPA | 6449 | Not recorded | 6981812ea8b01e76cc8e2315 |
| MIPROv2 | 26096 | Not recorded | 6981812ea8b01e76cc8e2315 |

### ETGPO

Optimization Token Usage (k): 3063. Result ID: 699610785698665ec44e16bd.

[Reporting paper](<https://www.sota2.com/research/paper/6981812ea8b01e76cc8e2315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6981812ea8b01e76cc8e2315.md>)

Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.1","Optimizer":"GPT-4.1"}. This record does not assert independent reproduction.

### GEPA

Optimization Token Usage (k): 6449. Result ID: 699610785698665ec44e16bc.

[Reporting paper](<https://www.sota2.com/research/paper/6981812ea8b01e76cc8e2315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81ee3.md>)

Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.1","Optimizer":"GPT-4.1"}. This record does not assert independent reproduction.

### MIPROv2

Optimization Token Usage (k): 26096. Result ID: 699610785698665ec44e16bb.

[Reporting paper](<https://www.sota2.com/research/paper/6981812ea8b01e76cc8e2315.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75121e209131cea65828.md>)

Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.1","Optimizer":"GPT-4.1"}. This record does not assert independent reproduction.

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